{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Thermal Transport from HNEMD\n",
    "## Introduction\n",
    "In this tutorial, we use the HNEMD method to study heat transport in graphene at 300 K and zero pressure. Here we consider the diffusive regime. The ballistic regime can be found in the NEMD example. The spectral decomposition method as described in [[Fan 2019]](https://doi.org/10.1103/PhysRevB.99.064308) is used here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Relevant Functions\n",
    "The inputs/outputs for GPUMD are processed using the [Atomic Simulation Environment (ASE)](https://wiki.fysik.dtu.dk/ase/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import *\n",
    "from ase.build import graphene_nanoribbon\n",
    "from ase.io import write\n",
    "from scipy.integrate import cumtrapz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing the Inputs\n",
    "We consider a graphene sheet of size of about 25 nm x 25 nm (24000 atoms). The transport is in the $y$ direction. We divide the length in the $y$ direction into 2 groups, with 4000 atoms in group 0 and 20000 atoms in group 1\n",
    "We use a Tersoff-style potential ([Tersoff (1989)](https://doi.org/10.1103/PhysRevB.39.5566)) parameterized by Lindsay *et al.* [[Lindsay 2010]](https://journals.aps.org/prb/abstract/10.1103/PhysRevB.81.205441).\n",
    "\n",
    "### Generate the [model.xyz](https://gpumd.org/gpumd/input_files/model_xyz.html) file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Atoms(symbols='C24000', pbc=[True, True, False], cell=[245.95121467478057, 255.6, 3.35])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gnr =  graphene_nanoribbon(100, 60, type='armchair', sheet=True, vacuum=3.35/2)\n",
    "gnr.euler_rotate(theta=90)\n",
    "l = gnr.cell.lengths()\n",
    "gnr.cell = gnr.cell.new((l[0], l[2], l[1]))\n",
    "l = l[2]\n",
    "gnr.center()\n",
    "gnr.pbc = [True, True, False]\n",
    "gnr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ly = 3*1.42*10\n",
    "split = [0, Ly, 255.6]\n",
    "\n",
    "group_label = np.zeros(len(gnr))\n",
    "for i, atom in enumerate(gnr):\n",
    "    y_pos = atom.position[1]\n",
    "    for j in range(len(split)):\n",
    "        if y_pos > split[j] and y_pos < split[j+1]:\n",
    "            group_label[i] = j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "gnr.arrays[\"group\"] = np.array(group_label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "group 0: 4000 atoms\n",
      "group 1: 20000 atoms\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(split)-1):\n",
    "    atom_num = len(gnr[gnr.arrays[\"group\"] == i])\n",
    "    print(f\"group {i}: {atom_num} atoms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "write(\"model.xyz\", gnr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The `run.in` file:\n",
    "The [run.in input file](https://gpumd.org/gpumd/input_files/run_in.html) is given below:<br>\n",
    "```\n",
    "potential    ../../../../potentials/tersoff/Graphene_Lindsay_2010_modified.txt\n",
    "velocity     300\n",
    "\n",
    "ensemble     nvt_nhc 300 300 100\n",
    "time_step    1 \n",
    "dump_thermo  1000        \n",
    "run          1000000\n",
    "\n",
    "ensemble      nvt_nhc 300 300 100\n",
    "compute_hnemd 1000 0 0.00001 0\n",
    "compute_shc   2 250 1 1000 400.0 group 0 0\n",
    "run           10000000\n",
    "```\n",
    "The first line uses the [potential](https://gpumd.org/gpumd/input_parameters/potential.html) keyword to define the potential to be used, which is specified in the file [Graphene_Lindsay_2010_modified.txt](https://github.com/brucefan1983/GPUMD/blob/master/potentials/tersoff/Graphene_Lindsay_2010_modified.txt).\n",
    "\n",
    "The second line uses the [velocity](https://gpumd.org/gpumd/input_parameters/velocity.html) keyword and sets the velocities to be initialized with a temperature of 300 K.  \n",
    "\n",
    "There are two runs. The first [run](https://gpumd.org/gpumd/input_parameters/run.html) serves as the equilibration stage.\n",
    "\n",
    "  - Here, the NVT [ensemble](https://gpumd.org/gpumd/input_parameters/ensemble.html) (the Nose-Hoover chain thermostat) is used. The target temperature is 300 K and the thermostat coupling constant is 0.1 ps (100 time steps). \n",
    "  - The [time_step](https://gpumd.org/gpumd/input_parameters/time_step.html) for integration is 1 fs. \n",
    "  - The thermodynamic quantities will be output every 1000 steps. \n",
    "  - There are $10^6$ steps (1 ns) for this run. \n",
    "- The second [run](https://gpumd.org/gpumd/input_parameters/run.html) is for production. \n",
    "  - Here, the global temperature is controlled by the Nose-Hoover chain thermostat ([ensemble](https://gpumd.org/gpumd/input_parameters/ensemble.html)) with the same parameters as in the equilibration stage.\n",
    "  - The [compute_hnemd](https://gpumd.org/gpumd/input_parameters/compute_hnemd.html) is used to add a driving force and compute the thermal conductivity using the HNEMD method [[Fan 2019]](https://doi.org/10.1103/PhysRevB.99.064308). Here, the conductivity data will be averaged for each 1000 steps before written out, and the driving force parameter is $10^{-5}$ A<sup>-1</sup> and is in the $y$ direction. \n",
    "  - The line with the [compute_shc](https://gpumd.org/gpumd/input_parameters/compute_shc.html) keyword is used to compute the spectral heat current (SHC). The SHC will be calculated for group <code>0</code> in grouping method <code>0</code>. The relevant data will be sampled every 2 steps and the maximum correlation time is $250 \\times 2 \\times 1~{\\rm fs} = 500~{\\rm fs}$. The transport directions is <code>1</code> ($y$ direction). The number of frequency points is 1000 and the maximum angular frequncy is 400 THz.\n",
    "  - There are $10^7$ steps (10 ns) in the production [run](https://gpumd.org/gpumd/input_parameters/run.html). This is just an example. To get more accurate results, we suggest you use $2 \\times 10^7$ steps (20 ns) and do a few independent runs and then average the relevant data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results and Discussion\n",
    "### Computation Time\n",
    "Using a GeForce RTX 2080 Ti GPU, the HNEMD simulation takes about 1.5 hours."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "aw = 2\n",
    "fs = 16\n",
    "font = {'size'   : fs}\n",
    "matplotlib.rc('font', **font)\n",
    "matplotlib.rc('axes' , linewidth=aw)\n",
    "\n",
    "def set_fig_properties(ax_list):\n",
    "    tl = 8\n",
    "    tw = 2\n",
    "    tlm = 4\n",
    "    \n",
    "    for ax in ax_list:\n",
    "        ax.tick_params(which='major', length=tl, width=tw)\n",
    "        ax.tick_params(which='minor', length=tlm, width=tw)\n",
    "        ax.tick_params(which='both', axis='both', direction='in', right=True, top=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot HNEMD Results\n",
    "The [kappa.out](https://gpumd.org/gpumd/output_files/kappa_out.html) output file is loaded and processed to create the following figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_kappa = ['kxi', 'kxo', 'kyi', 'kyo', 'kz']\n",
    "kappa_array = np.loadtxt(\"kappa.out\")\n",
    "\n",
    "kappa = dict()\n",
    "for label_num, key in enumerate(labels_kappa):\n",
    "    kappa[key] = kappa_array[:, label_num]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def running_ave(y, x):\n",
    "    return cumtrapz(y, x, initial=0) / x\n",
    "\n",
    "t = np.arange(1,kappa['kxi'].shape[0]+1)*0.001  # ns\n",
    "kappa['kyi_ra'] = running_ave(kappa['kyi'],t)\n",
    "kappa['kyo_ra'] = running_ave(kappa['kyo'],t)\n",
    "kappa['kxi_ra'] = running_ave(kappa['kxi'],t)\n",
    "kappa['kxo_ra'] = running_ave(kappa['kxo'],t)\n",
    "kappa['kz_ra'] = running_ave(kappa['kz'],t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,10))\n",
    "subplot(2,2,1)\n",
    "set_fig_properties([gca()])\n",
    "plot(t, kappa['kyi'],color='C7',alpha=0.5)\n",
    "plot(t, kappa['kyi_ra'], linewidth=2)\n",
    "xlim([0, 10])\n",
    "gca().set_xticks(range(0,11,2))\n",
    "ylim([-2000, 4000])\n",
    "gca().set_yticks(range(-2000,4001,1000))\n",
    "xlabel('time (ns)')\n",
    "ylabel(r'$\\kappa_{in}$ W/m/K')\n",
    "title('(a)')\n",
    "\n",
    "subplot(2,2,2)\n",
    "set_fig_properties([gca()])\n",
    "plot(t, kappa['kyo'],color='C7',alpha=0.5)\n",
    "plot(t, kappa['kyo_ra'], linewidth=2, color='C3')\n",
    "xlim([0, 10])\n",
    "gca().set_xticks(range(0,11,2))\n",
    "ylim([0, 4000])\n",
    "gca().set_yticks(range(0,4001,1000))\n",
    "xlabel('time (ns)')\n",
    "ylabel(r'$\\kappa_{out}$ (W/m/K)')\n",
    "title('(b)')\n",
    "\n",
    "subplot(2,2,3)\n",
    "set_fig_properties([gca()])\n",
    "plot(t, kappa['kyi_ra'], linewidth=2)\n",
    "plot(t, kappa['kyo_ra'], linewidth=2, color='C3')\n",
    "plot(t, kappa['kyi_ra']+kappa['kyo_ra'], linewidth=2, color='k')\n",
    "xlim([0, 10])\n",
    "gca().set_xticks(range(0,11,2))\n",
    "ylim([0, 4000])\n",
    "gca().set_yticks(range(0,4001,1000))\n",
    "xlabel('time (ns)')\n",
    "ylabel(r'$\\kappa$ (W/m/K)')\n",
    "legend(['in', 'out', 'total'])\n",
    "title('(c)')\n",
    "\n",
    "\n",
    "subplot(2,2,4)\n",
    "set_fig_properties([gca()])\n",
    "plot(t, kappa['kyi_ra']+kappa['kyo_ra'],color='k', linewidth=2)\n",
    "plot(t, kappa['kxi_ra']+kappa['kxo_ra'], color='C0', linewidth=2)\n",
    "plot(t, kappa['kz_ra'], color='C3', linewidth=2)\n",
    "xlim([0, 10])\n",
    "gca().set_xticks(range(0,11,2))\n",
    "ylim([0, 4000])\n",
    "gca().set_yticks(range(-2000,4001,1000))\n",
    "xlabel('time (ns)')\n",
    "ylabel(r'$\\kappa$ (W/m/K)')\n",
    "legend(['yy', 'xy', 'zy'])\n",
    "title('(d)')\n",
    "\n",
    "tight_layout()\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(a)** In-plane thermal conductivity $\\kappa_{\\rm in}(t)$ as a function of production time. **(b)** Out-of-plane thermal conductivity $\\kappa_{\\rm out}(t)$ as a function of production time. **(c)** In-plane, out-of-plane, and total thermal conductivity as a function of production time. **(d)** Comparing $\\kappa_{yy}$, $\\kappa_{xy}$, and $\\kappa_{zy}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- (a) The gray line represents the instant in-plane thermal conductivity $\\kappa_{\\rm in}(t)$ from the [kappa.out](https://gpumd.zheyongfan.org/index.php/The_kappa.out_output_file) file. The dashed line represents the cumulative time average:\n",
    "$$\n",
    "\\kappa^{\\rm ave}_{\\rm in}(t) = \\frac{1}{t} \\int_0^t \\kappa_{\\rm in}(t') dt'\n",
    "$$\n",
    "\n",
    "* (b) Similar to (a), but for the out-of-plane thermal conductivity $\\kappa_{\\rm out}(t)$ and $\\kappa^{\\rm ave}_{\\rm out}(t)$.\n",
    "\n",
    "* (c) Cumulative time averaged in-plane, out-of-plane, and total thermal conductivity: $\\kappa^{\\rm ave}_{\\rm in}(t)$, $\\kappa^{\\rm ave}_{\\rm out}(t)$ and $\\kappa^{\\rm ave}_{\\rm total}(t) = \\kappa^{\\rm ave}_{\\rm in}(t) + \\kappa^{\\rm ave}_{\\rm out}(t)$. It is clear that the out-of-plane phonons have a much large average phonon relaxation time (scattering time) than the in-plane phonons, and the thermal conductivity in pristine graphene is dominated by out-of-plane (flexural) phonons. This is consistent with the results from the EMD simulation as discussed in the EMD tutorial.\n",
    "\n",
    "* (d) Some cumulative time averaged thermal conductivity components of the tensor: $\\kappa^{\\rm ave}_{yy}(t)$, $\\kappa^{\\rm ave}_{xy}(t)$ and $\\kappa^{\\rm ave}_{zy}(t)$. It is clear that the off-diagonal components of the thermal conductivity tensor are zero."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Spectral Heat Current Results\n",
    "The [shc.out](https://gpumd.org/gpumd/output_files/shc_out.html) output file is loaded and processed to create the following figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['t', 'Ki', 'Ko', 'omega', 'jwi', 'jwo', 'nu'])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_corr_points, num_omega = 250, 1000\n",
    "\n",
    "labels_corr = ['t', 'Ki', 'Ko']\n",
    "labels_omega = ['omega', 'jwi', 'jwo']\n",
    "\n",
    "num_corr_points_in_run = num_corr_points * 2 - 1\n",
    "coor_array = np.loadtxt(\"shc.out\", max_rows=num_corr_points_in_run)\n",
    "omega_array = np.loadtxt(\"shc.out\", skiprows=num_corr_points_in_run)\n",
    "\n",
    "shc = dict()\n",
    "for label_num, key in enumerate(labels_corr):\n",
    "    shc[key] = coor_array[:, label_num]\n",
    "\n",
    "for label_num, key in enumerate(labels_omega):\n",
    "    shc[key] = omega_array[:, label_num]\n",
    "shc[\"nu\"] = shc[\"omega\"] / (2*np.pi)\n",
    "\n",
    "shc.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['t', 'Ki', 'Ko', 'omega', 'jwi', 'jwo', 'nu', 'kwi', 'kwo', 'kw', 'K'])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def calc_spectral_kappa(shc, driving_force, temperature, volume):\n",
    "    # ev*A/ps/THz * 1/A^3 *1/K * A ==> W/m/K/THz\n",
    "    convert = 1602.17662\n",
    "    shc['kwi'] = shc['jwi'] * convert / (driving_force * temperature * volume)\n",
    "    shc['kwo'] = shc['jwo'] * convert / (driving_force * temperature * volume)\n",
    "\n",
    "\n",
    "l = gnr.cell.lengths()\n",
    "Lx, Lz = l[0], l[2]\n",
    "V = Lx * Ly * Lz\n",
    "T = 300\n",
    "Fe = 1.0e-5\n",
    "calc_spectral_kappa(shc, driving_force=Fe, temperature=T, volume=V)\n",
    "shc['kw'] = shc['kwi'] + shc['kwo']\n",
    "shc['K'] = shc['Ki'] + shc['Ko']\n",
    "Gc = np.load('Gc.npy')\n",
    "shc.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "lambda_i = shc['kw']/Gc\n",
    "length = np.logspace(1,6,100)\n",
    "k_L = np.zeros_like(length)\n",
    "for i, el in enumerate(length):\n",
    "    k_L[i] = np.trapz(shc['kw']/(1+lambda_i/el), shc['nu'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,10))\n",
    "subplot(2,2,1)\n",
    "set_fig_properties([gca()])\n",
    "plot(shc['t'], shc['K']/Ly, linewidth=3)\n",
    "xlim([-0.5, 0.5])\n",
    "gca().set_xticks([-0.5, 0, 0.5])\n",
    "ylim([-1, 5])\n",
    "gca().set_yticks(range(-1,6,1))\n",
    "ylabel('K (eV/ps)')\n",
    "xlabel('Correlation time (ps)')\n",
    "title('(a)')\n",
    "\n",
    "subplot(2,2,2)\n",
    "set_fig_properties([gca()])\n",
    "plot(shc['nu'], shc['kw'],linewidth=3)\n",
    "xlim([0, 50])\n",
    "gca().set_xticks(range(0,51,10))\n",
    "ylim([0, 200])\n",
    "gca().set_yticks(range(0,201,50))\n",
    "ylabel(r'$\\kappa$($\\omega$) (W/m/K/THz)')\n",
    "xlabel(r'$\\nu$ (THz)')\n",
    "title('(b)')\n",
    "\n",
    "subplot(2,2,3)\n",
    "set_fig_properties([gca()])\n",
    "plot(shc['nu'], lambda_i,linewidth=3)\n",
    "xlim([0, 50])\n",
    "gca().set_xticks(range(0,51,10))\n",
    "ylim([0, 6000])\n",
    "gca().set_yticks(range(0,6001,1000))\n",
    "ylabel(r'$\\lambda$($\\omega$) (nm)')\n",
    "xlabel(r'$\\nu$ (THz)')\n",
    "title('(c)')\n",
    "\n",
    "subplot(2,2,4)\n",
    "set_fig_properties([gca()])\n",
    "semilogx(length/1000, k_L,linewidth=3)\n",
    "xlim([1e-2, 1e3])\n",
    "ylim([0, 3000])\n",
    "gca().set_yticks(range(0,3001,500))\n",
    "ylabel(r'$\\kappa$ (W/m/K)')\n",
    "xlabel(r'L ($\\mu$m)')\n",
    "title('(d)')\n",
    "\n",
    "tight_layout()\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(a)** Virial-velocity correlation function $K(t)$. **(b)** Spectral thermal conductivity $\\kappa(\\omega)$. **(c)** Spectral phonon mean free path $\\lambda(\\omega)$. **(d)** Length-dependent thermal conductivity $\\kappa(L)$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The above figure shows the results from the HNEMD simulation [[Fan 2019]](https://doi.org/10.1103/PhysRevB.99.064308). \n",
    "  - (a) The virial-velocity correlation function $K(t)$. See [Theoretical formulations](https://gpumd.zheyongfan.org/index.php/Theoretical_formulations) for the definition of this quantity.\n",
    "  - (b) The spectral thermal conductivity $\\kappa(\\omega)$. See [Theoretical formulations](https://gpumd.zheyongfan.org/index.php/Theoretical_formulations) for the definition of this quantity.\n",
    "  - (c) The spectral phonon mean free path calculated as [[Fan 2019]](https://doi.org/10.1103/PhysRevB.99.064308) \n",
    "$$\n",
    "\\lambda(\\omega)=\\kappa(\\omega)/G(\\omega),\n",
    "$$\n",
    "where $G(\\omega)$ is the quasi-ballistic spectral thermal conductance from the above NEMD simulation.\n",
    "  - (d) The length-dependent thermal conductivity calculated as [[Fan 2019]](https://doi.org/10.1103/PhysRevB.99.064308)\n",
    "$$\n",
    "\\kappa(L) = \\int \\frac{d\\omega}{2\\pi} \\frac{\\kappa(\\omega)}{1 + \\lambda(\\omega)/L}.\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "- [Fan 2019] Zheyong Fan, Haikuan Dong, Ari Harju, and Tapio Ala-Nissila, [Homogeneous nonequilibrium molecular dynamics method for heat transport and spectral decomposition with many-body potentials](https://doi.org/10.1103/PhysRevB.99.064308), Phys. Rev. B **99**, 064308 (2019).\n",
    "- [Lindsay 2010] L. Lindsay and D.A. Broido, [Optimized Tersoff and Brenner emperical potential parameters for lattice dynamics and phonon thermal transport in carbon nanotubes and graphene](https://doi.org/10.1103/PhysRevB.39.5566), Phys. Rev. B, **81**, 205441 (2010).\n",
    "- [Tersoff 1989] J. Tersoff, [Modeling solid-state chemistry: Interatomic potentials for multicomponent systems](https://doi.org/10.1103/PhysRevB.39.5566), Phys. Rev. B 39, 5566(R) (1989)."
   ]
  }
 ],
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